{"id":"https://openalex.org/W2889975845","doi":"https://doi.org/10.1007/978-3-030-00536-8_2","title":"Data Augmentation Using Synthetic Lesions Improves Machine Learning Detection of Microbleeds from MRI","display_name":"Data Augmentation Using Synthetic Lesions Improves Machine Learning Detection of Microbleeds from MRI","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2889975845","doi":"https://doi.org/10.1007/978-3-030-00536-8_2","mag":"2889975845"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-00536-8_2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-00536-8_2","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102763660","display_name":"Saba Momeni","orcid":"https://orcid.org/0000-0003-2161-1700"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]},{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Saba Momeni","raw_affiliation_strings":["CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia","Department of Engineering, Griffith University, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia","institution_ids":["https://openalex.org/I4210142128"]},{"raw_affiliation_string":"Department of Engineering, Griffith University, Brisbane, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042921237","display_name":"Amir Fazllolahi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amir Fazllolahi","raw_affiliation_strings":["CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia","institution_ids":["https://openalex.org/I4210142128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040456565","display_name":"Pierrick Bourgeat","orcid":"https://orcid.org/0000-0002-2605-4766"},"institutions":[{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Pierrick Bourgeat","raw_affiliation_strings":["CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia","institution_ids":["https://openalex.org/I4210142128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028469497","display_name":"Parnesh Raniga","orcid":"https://orcid.org/0000-0002-0106-6322"},"institutions":[{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Parnesh Raniga","raw_affiliation_strings":["CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia","institution_ids":["https://openalex.org/I4210142128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016211526","display_name":"Paul Yates","orcid":"https://orcid.org/0000-0001-9317-0145"},"institutions":[{"id":"https://openalex.org/I4210163497","display_name":"Austin Health","ror":"https://ror.org/05dbj6g52","country_code":"AU","type":"funder","lineage":["https://openalex.org/I4210163497"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Paul Yates","raw_affiliation_strings":["Department of Nuclear Medicine and Centre for PET, Austin Health Heidelberg, Heidelberg, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine and Centre for PET, Austin Health Heidelberg, Heidelberg, Australia","institution_ids":["https://openalex.org/I4210163497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018605276","display_name":"Nawaf Yassi","orcid":"https://orcid.org/0000-0002-0685-0060"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nawaf Yassi","raw_affiliation_strings":["University of Melbourne, Parkville, Australia"],"affiliations":[{"raw_affiliation_string":"University of Melbourne, Parkville, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038211666","display_name":"Patricia Desmond","orcid":"https://orcid.org/0000-0002-4803-6323"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Patricia Desmond","raw_affiliation_strings":["University of Melbourne, Parkville, Australia"],"affiliations":[{"raw_affiliation_string":"University of Melbourne, Parkville, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023809387","display_name":"J\u00fcrgen Fripp","orcid":"https://orcid.org/0000-0001-9705-0079"},"institutions":[{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jurgen Fripp","raw_affiliation_strings":["CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Health and Biosecurity, Australian E-Health Research Centre, Brisbane, Australia","institution_ids":["https://openalex.org/I4210142128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071549690","display_name":"Yongsheng Gao","orcid":"https://orcid.org/0000-0002-5382-5351"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yongsheng Gao","raw_affiliation_strings":["Department of Engineering, Griffith University, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Griffith University, Brisbane, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025220020","display_name":"Olivier Salvado","orcid":"https://orcid.org/0000-0002-2720-8739"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Olivier Salvado","raw_affiliation_strings":["Data61, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"Data61, Brisbane, Australia","institution_ids":["https://openalex.org/I42894916"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5102763660"],"corresponding_institution_ids":["https://openalex.org/I11701301","https://openalex.org/I4210142128"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.9772,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94736842,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"12","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11763","display_name":"Intracerebral and Subarachnoid Hemorrhage Research","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9692000150680542,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10227","display_name":"Acute Ischemic Stroke Management","score":0.9603000283241272,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7542346715927124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7366684079170227},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6170241832733154},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5672554969787598},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5506542921066284},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5479814410209656},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.4825567603111267},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4293721318244934},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.41768988966941833},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3727419674396515},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.1709500551223755},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1537647247314453},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.12330636382102966},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.10186457633972168}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7542346715927124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7366684079170227},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6170241832733154},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5672554969787598},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5506542921066284},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5479814410209656},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.4825567603111267},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4293721318244934},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.41768988966941833},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3727419674396515},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.1709500551223755},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1537647247314453},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.12330636382102966},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10186457633972168}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-00536-8_2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-00536-8_2","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/383954","is_oa":false,"landing_page_url":"http://hdl.handle.net/10072/383954","pdf_url":null,"source":{"id":"https://openalex.org/S4306402548","display_name":"Griffith Research Online (Griffith University, Queensland, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11701301","host_organization_name":"Griffith University","host_organization_lineage":["https://openalex.org/I11701301"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference output"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8500000238418579,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1826255240","https://openalex.org/W2015410617","https://openalex.org/W2018704488","https://openalex.org/W2088157920","https://openalex.org/W2109722393","https://openalex.org/W2114553926","https://openalex.org/W2117340355","https://openalex.org/W2117854054","https://openalex.org/W2118978333","https://openalex.org/W2155894782","https://openalex.org/W2299470246","https://openalex.org/W2916380399"],"related_works":["https://openalex.org/W4380075502","https://openalex.org/W4223943233","https://openalex.org/W4312200629","https://openalex.org/W4360585206","https://openalex.org/W4364306694","https://openalex.org/W2345184372","https://openalex.org/W4380086463","https://openalex.org/W3013515612","https://openalex.org/W4225161397","https://openalex.org/W2136184105"],"abstract_inverted_index":null,"counts_by_year":[{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
